{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 图片与子图",
   "id": "8e8bb9a39f9ba1ec"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 1. 布局",
   "id": "73b892121b3f667"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-04T11:33:17.944083Z",
     "start_time": "2025-09-04T11:33:14.028300Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei', 'Microsoft YaHei', 'DejaVu Sans']  # 黑体、微软雅黑\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "path = 'D:/2506A/monty03/day09/file/'"
   ],
   "id": "1b0beaf57b94d602",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-04T08:42:35.328377Z",
     "start_time": "2025-09-04T08:42:35.186641Z"
    }
   },
   "cell_type": "code",
   "source": [
    "canvas = plt.figure() # 画布\n",
    "# 子图\n",
    "subgraph1 = canvas.add_subplot(2,2,1)\n",
    "subgraph2 = canvas.add_subplot(2,2,2)\n",
    "subgraph3 = canvas.add_subplot(2,2,3)\n",
    "subgraph4 = canvas.add_subplot(2,2,4)\n",
    "\n",
    "plt.show()"
   ],
   "id": "be49a40b4d235c51",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 2. 在子图中画图",
   "id": "3db8a19da08ce3f4"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-05T06:44:38.106155Z",
     "start_time": "2025-09-05T06:44:37.663264Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '成绩3.xlsx')\n",
    "\n",
    "canvas = plt.figure() # 画布\n",
    "# 第一个子图\n",
    "subgraph1 = canvas.add_subplot(221)\n",
    "# 第二个子图\n",
    "subgraph2 = canvas.add_subplot(222)\n",
    "\n",
    "\n",
    "# 第三个子图\n",
    "subgraph3 = canvas.add_subplot(223)\n",
    "plt.plot(data.姓名,data.理论,label='理论',marker='o')\n",
    "# 设置字体倾斜\n",
    "plt.xticks(data.姓名,rotation=45)\n",
    "# 设置图例\n",
    "plt.legend(loc='upper right',ncol=1)\n",
    "\n",
    "\n",
    "\n",
    "# 第四个子图\n",
    "subgraph4 = canvas.add_subplot(224)\n",
    "plt.bar(x=data.姓名,height=data.品德,label='品德')\n",
    "# 字体倾斜\n",
    "plt.xticks(data.姓名,rotation=40)\n",
    "plt.legend(loc='upper right',ncol=1)\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "id": "d022f2e63928f89f",
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'pd' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mNameError\u001B[0m                                 Traceback (most recent call last)",
      "Cell \u001B[1;32mIn[1], line 1\u001B[0m\n\u001B[1;32m----> 1\u001B[0m data \u001B[38;5;241m=\u001B[39m pd\u001B[38;5;241m.\u001B[39mread_excel(path \u001B[38;5;241m+\u001B[39m \u001B[38;5;124m'\u001B[39m\u001B[38;5;124m成绩3.xlsx\u001B[39m\u001B[38;5;124m'\u001B[39m)\n\u001B[0;32m      3\u001B[0m canvas \u001B[38;5;241m=\u001B[39m plt\u001B[38;5;241m.\u001B[39mfigure() \u001B[38;5;66;03m# 画布\u001B[39;00m\n\u001B[0;32m      4\u001B[0m \u001B[38;5;66;03m# 第一个子图\u001B[39;00m\n",
      "\u001B[1;31mNameError\u001B[0m: name 'pd' is not defined"
     ]
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 3. 画布设置\n",
   "id": "52bbd51509b5d455"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-04T08:52:25.277181Z",
     "start_time": "2025-09-04T08:52:24.506395Z"
    }
   },
   "cell_type": "code",
   "source": [
    "canvas = plt.figure(num='我的图',figsize=(15,10),dpi=500,facecolor='m',edgecolor='g')\n",
    "\n",
    "\n",
    "\n",
    "subplot1 = canvas.add_subplot(221)\n",
    "subplot2 = canvas.add_subplot(222)\n",
    "subplot3 = canvas.add_subplot(223)\n",
    "subplot4 = canvas.add_subplot(224)\n",
    "\n",
    "plt.show()"
   ],
   "id": "a70b507fd289e318",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 7500x5000 with 4 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 27
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 4. 多个子图",
   "id": "5d7eed25a7616c81"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-04T09:00:03.395203Z",
     "start_time": "2025-09-04T09:00:03.198938Z"
    }
   },
   "cell_type": "code",
   "source": [
    "canvas = plt.figure()\n",
    "\n",
    "\n",
    "# add_subplot 添加子图 subplot() 创建子图，功能一样\n",
    "subplot1 = canvas.add_subplot(221)\n",
    "subplot2 = canvas.add_subplot(222)\n",
    "plt.bar(x=data.姓名,height=data.理论)\n",
    "plt.xticks(data.姓名,rotation=45)\n",
    "\n",
    "subplot3 = plt.subplot(223)\n",
    "subplot4 = plt.subplot(224)\n",
    "plt.plot(data.姓名,data.理论,marker='o')\n",
    "plt.xticks(data.姓名,rotation=45)\n",
    "\n",
    "plt.show()"
   ],
   "id": "4908530d9c1c3aea",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 37
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-04T09:18:37.838298Z",
     "start_time": "2025-09-04T09:18:37.652566Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# c 是画布，s是子图\n",
    "c,s = plt.subplots(2,2)\n",
    "s1 = s[0,0]\n",
    "s2 = s[0,1]\n",
    "s3 = s[1,0]\n",
    "s4 = s[1,1]\n",
    "\n",
    "s3.plot(data.姓名,data.理论,marker='o',label='理论')\n",
    "s4.pie(x=data.机试,labels=data.姓名,autopct='%.1f%%')\n",
    "s1.bar(x=data.姓名,height=data.机试,label='机试')\n",
    "\n",
    "# 设置x轴\n",
    "import numpy as np\n",
    "\n",
    "list_x =  [s3.xaxis,s1.xaxis]\n",
    "for x in list_x:\n",
    "    x.set_ticks(np.arange(len(data.姓名)))  # 设置刻度位置\n",
    "    x.set_ticklabels(data.姓名, rotation=45, ha=\"center\")  # 围绕中心旋转45度\n",
    "\n",
    "# x2 = s1.xaxis\n",
    "# x2.set_ticks(np.arange(len(data.姓名)))  # 设置刻度位置\n",
    "# x2.set_ticklabels(data.姓名, rotation=45, ha=\"center\")  # 围绕中心旋转45度\n",
    "\n",
    "\n",
    "plt.show()"
   ],
   "id": "3b9edcbf86dbb3b6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 62
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
